Comparison
awesome-evals vs fiddler-auditor
Verdict
Pick awesome-evals if curated resources for AI agent evaluation with BenchFlow backing its maintenance; pick fiddler-auditor if fiddler Auditor is an evaluation tool for assessing the robustness and reliability of language models prior to their deployment in production.
Markdown twin · awesome-evals alternatives · fiddler-auditor alternatives
GraphCanon updated 3w
vs
Trust & integrity
| Signal | awesome-evals | fiddler-auditor |
|---|---|---|
| Maintenance | Active (26d since push) As of 4w · github_public_v1 | Dormant (874d since push) As of 3w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · github_public_v1 | Not a fork · Organization account As of 3w · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- awesome-evals
- A curated library of resources for building and evaluating AI agents
- fiddler-auditor
- Tool to evaluate language models
Stars
- awesome-evals
- 761
- fiddler-auditor
- 194
Forks
- awesome-evals
- 71
- fiddler-auditor
- 24
Open issues
- awesome-evals
- 21
- fiddler-auditor
- 15
Language
- awesome-evals
- -
- fiddler-auditor
- Python
Adopt for
- awesome-evals
- Curated resources for AI agent evaluation with BenchFlow backing its maintenance
- fiddler-auditor
- Fiddler Auditor is an evaluation tool for assessing the robustness and reliability of language models prior to their deployment in production.
Persona
- awesome-evals
- -
- fiddler-auditor
- -
Runtime
- awesome-evals
- -
- fiddler-auditor
- -
License
- awesome-evals
- Other
- fiddler-auditor
- Other
Last pushed
- awesome-evals
- Jul 1, 2026
- fiddler-auditor
- Mar 11, 2024
Categories
- awesome-evals
- AI Agents, Evaluation & Observability
- fiddler-auditor
- Evaluation & Observability
Trust and health
Maintenance
- awesome-evals
- Active (82%)
- fiddler-auditor
- Dormant (18%)
Days since push
- awesome-evals
- 26d
- fiddler-auditor
- 874d
Open issues (now)
- awesome-evals
- 21
- fiddler-auditor
- 15
Full report
- awesome-evals
- Trust report
- fiddler-auditor
- Trust report
Choose awesome-evals if…
- Tags unique to awesome-evals: agent-evaluation, ai-agents, awesome-list, benchmarks.
- Also covers AI Agents.
- Need diverse resources encompassing papers, blogs, talks, tools, and benchmarks specifically curated for AI agent evaluation
When NOT to use awesome-evals
- Require real-time interactive support or direct tool integrations not covered by a static resource list
- Seeking proprietary tools from specific vendors rather than open resources and community content
Choose fiddler-auditor if…
- Pricing: The pricing information for Fiddler Auditor is not specified in the repository data provided..
- Tags unique to fiddler-auditor: ai-observability, evaluation, generative-ai, langchain.
- When you need to perform red-teaming exercises on your LLM using prompt perturbation specific to your use-case
When NOT to use fiddler-auditor
- When standard evaluation methods suffice and you do not need advanced red-team testing tailored to your specific use-case
- If the project does not require or benefit from custom evaluation metrics that address niche concerns beyond general model performance
- In scenarios where models are already evaluated using other comprehensive frameworks, making additional evaluations redundant
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (benchflow-ai/awesome-evals) · observed Jul 28, 2026
- GitHub forks (benchflow-ai/awesome-evals) · observed Jul 28, 2026
- Last push (benchflow-ai/awesome-evals) · observed Jul 1, 2026
- License file (Other) · observed Jul 28, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (fiddler-labs/fiddler-auditor) · observed Aug 2, 2026
- GitHub forks (fiddler-labs/fiddler-auditor) · observed Aug 2, 2026
- Last push (fiddler-labs/fiddler-auditor) · observed Mar 11, 2024
- License file (Other) · observed Aug 2, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: awesome-evals 761 · fiddler-auditor 194 (synced Jul 28, 2026).
Common questions
- What is the difference between awesome-evals and fiddler-auditor?
- awesome-evals: A curated library of resources for building and evaluating AI agents. fiddler-auditor: Tool to evaluate language models. See the comparison table for live GitHub stats and shared categories.
- When should I choose awesome-evals over fiddler-auditor?
- Choose awesome-evals over fiddler-auditor when Tags unique to awesome-evals: agent-evaluation, ai-agents, awesome-list, benchmarks; Also covers AI Agents; Need diverse resources encompassing papers, blogs, talks, tools, and benchmarks specifically curated for AI agent evaluation.
- When should I choose fiddler-auditor over awesome-evals?
- Choose fiddler-auditor over awesome-evals when Pricing: The pricing information for Fiddler Auditor is not specified in the repository data provided.; Tags unique to fiddler-auditor: ai-observability, evaluation, generative-ai, langchain; When you need to perform red-teaming exercises on your LLM using prompt perturbation specific to your use-case.
- When should I avoid awesome-evals?
- Require real-time interactive support or direct tool integrations not covered by a static resource list Seeking proprietary tools from specific vendors rather than open resources and community content
- When should I avoid fiddler-auditor?
- When standard evaluation methods suffice and you do not need advanced red-team testing tailored to your specific use-case If the project does not require or benefit from custom evaluation metrics that address niche concerns beyond general model performance In scenarios where models are already evaluated using other comprehensive frameworks, making additional evaluations redundant
- Is awesome-evals or fiddler-auditor more popular on GitHub?
- awesome-evals has more GitHub stars (761 vs 194). Stars measure visibility, not whether either tool fits your constraints.
- Are awesome-evals and fiddler-auditor open source?
- Yes - both are open-source projects on GitHub (awesome-evals: Other, fiddler-auditor: Other).
- Where can I find alternatives to awesome-evals or fiddler-auditor?
- GraphCanon lists graph-backed alternatives at awesome-evals alternatives and fiddler-auditor alternatives (awesome-evals markdown twin, fiddler-auditor markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, awesome-evals or fiddler-auditor?
- awesome-evals: Active. fiddler-auditor: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for awesome-evals and fiddler-auditor?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: awesome-evals trust report; fiddler-auditor trust report.